{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像金字塔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 图像金字塔简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 金字塔的底层是比较大，越往上越小，图像金字塔就是把图像组合成金字塔的形状。\n",
    "\n",
    "② 图像金字塔可以做图像特征提取，做特征提取时有时可能不光对原始输入做特征提取，可能还会对好几层图像金字塔做特征提取。可能每一层特征提取的结果是不一样的，再把特征提取的结果总结在一起。\n",
    "\n",
    "③ 常用的两种图像金字塔形式：\n",
    "\n",
    "- 高斯金字塔\n",
    "- 拉普拉斯金字塔"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 高斯金字塔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 向下采样方法 ( 缩小 )"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 向上采样方法 ( 放大 )"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 代码综合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 #opencv的缩写为cv2\n",
    "import matplotlib.pyplot as plt # matplotlib库用于绘图展示\n",
    "import numpy as np   # numpy数值计算工具包\n",
    "\n",
    "# 魔法指令，直接展示图，Jupyter notebook特有\n",
    "%matplotlib inline  \n",
    "\n",
    "def cv_show(img,name):\n",
    "    cv2.imshow(name,img)\n",
    "    cv2.waitKey()\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(442, 340, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread('01_Picture/09_AM.png')\n",
    "cv_show(img,'img')\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(884, 680, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread('01_Picture/09_AM.png')\n",
    "up = cv2.pyrUp(img)\n",
    "cv_show(up,'up')\n",
    "print(up.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(221, 170, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread('01_Picture/09_AM.png')\n",
    "down = cv2.pyrDown(img)\n",
    "cv_show(down,'down')\n",
    "print(down.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1768, 1360, 3)\n"
     ]
    }
   ],
   "source": [
    "up = cv2.pyrUp(up)  # 上采样之后再上采样\n",
    "cv_show(up,'up')\n",
    "print(up.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread('01_Picture/09_AM.png')\n",
    "up = cv2.pyrUp(img)\n",
    "up_down = cv2.pyrDown(up) # 先上采样再下采样\n",
    "cv_show(np.hstack((img,up_down)),'up_down')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 拉普拉斯金字塔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 拉普拉斯金字塔的每一层图像尺寸不变。\n",
    "\n",
    "② 拉普拉斯金字塔的每一层操作都是上一层处理后作为输入，该输入减去该输入缩小放大后的图像，获得该层的输出。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(442, 340, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread('01_Picture/09_AM.png')\n",
    "domn = cv2.pyrDown(img)\n",
    "down_up = cv2.pyrUp(down)\n",
    "L_1 = img - down_up\n",
    "cv_show(L_1,'L_1')\n",
    "print(L_1.shape)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "301.15px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
